Dataset statistics
| Number of variables | 27 |
|---|---|
| Number of observations | 431101 |
| Missing cells | 0 |
| Missing cells (%) | 0.0% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 108.2 MiB |
| Average record size in memory | 263.2 B |
Variable types
| Numeric | 13 |
|---|---|
| Categorical | 14 |
month has a high cardinality: 251 distinct values | High cardinality |
block has a high cardinality: 2472 distinct values | High cardinality |
street_name has a high cardinality: 553 distinct values | High cardinality |
resale_price is highly overall correlated with floor_area_sqm | High correlation |
distance_to_mrt_km is highly overall correlated with distance_to_mrt_bins | High correlation |
population_count is highly overall correlated with adult_count and 8 other fields | High correlation |
adult_count is highly overall correlated with population_count and 8 other fields | High correlation |
children_count is highly overall correlated with population_count and 8 other fields | High correlation |
senior_citizen_count is highly overall correlated with population_count and 8 other fields | High correlation |
teenager_count is highly overall correlated with population_count and 8 other fields | High correlation |
young_adult_count is highly overall correlated with population_count and 8 other fields | High correlation |
female_count is highly overall correlated with population_count and 8 other fields | High correlation |
male_count is highly overall correlated with population_count and 8 other fields | High correlation |
male_female_ratio is highly overall correlated with male_female_ratio_bins | High correlation |
floor_area_sqm is highly overall correlated with resale_price and 1 other fields | High correlation |
mrt_interchange_flag is highly overall correlated with mrt_interchange_count and 1 other fields | High correlation |
mrt_interchange_count is highly overall correlated with mrt_interchange_flag and 1 other fields | High correlation |
distance_to_mrt_bins is highly overall correlated with distance_to_mrt_km and 1 other fields | High correlation |
codes_name is highly overall correlated with distance_to_mrt_bins and 1 other fields | High correlation |
male_female_ratio_bins is highly overall correlated with male_female_ratio | High correlation |
population_bins is highly overall correlated with population_count and 8 other fields | High correlation |
town is highly overall correlated with population_count and 11 other fields | High correlation |
flat_type is highly overall correlated with floor_area_sqm and 1 other fields | High correlation |
flat_model is highly overall correlated with flat_type | High correlation |
mrt_lrt_links is highly imbalanced (89.8%) | Imbalance |
mrt_interchange_flag is highly imbalanced (53.1%) | Imbalance |
mrt_interchange_count is highly imbalanced (53.1%) | Imbalance |
distance_to_mrt_bins is highly imbalanced (72.6%) | Imbalance |
male_female_ratio_bins is highly imbalanced (99.6%) | Imbalance |
Reproduction
| Analysis started | 2023-03-19 01:00:26.765448 |
|---|---|
| Analysis finished | 2023-03-19 01:01:16.662892 |
| Duration | 49.9 seconds |
| Software version | pandas-profiling v3.6.6 |
| Download configuration | config.json |
resale_price
Real number (ℝ)
| Distinct | 6404 |
|---|---|
| Distinct (%) | 1.5% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 301827.52 |
| Minimum | 29700 |
|---|---|
| Maximum | 1123200 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 MiB |
Quantile statistics
| Minimum | 29700 |
|---|---|
| 5-th percentile | 131400 |
| Q1 | 205200 |
| median | 283950 |
| Q3 | 373500 |
| 95-th percentile | 544500 |
| Maximum | 1123200 |
| Range | 1093500 |
| Interquartile range (IQR) | 168300 |
Descriptive statistics
| Standard deviation | 129867.78 |
|---|---|
| Coefficient of variation (CV) | 0.43027149 |
| Kurtosis | 1.4130646 |
| Mean | 301827.52 |
| Median Absolute Deviation (MAD) | 83250 |
| Skewness | 0.99048871 |
| Sum | 1.3011814 × 1011 |
| Variance | 1.6865639 × 1010 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 270000 | 3770 | 0.9% |
| 315000 | 3710 | 0.9% |
| 252000 | 3602 | 0.8% |
| 288000 | 3601 | 0.8% |
| 360000 | 3508 | 0.8% |
| 342000 | 3472 | 0.8% |
| 324000 | 3417 | 0.8% |
| 297000 | 3369 | 0.8% |
| 225000 | 3310 | 0.8% |
| 243000 | 3159 | 0.7% |
| Other values (6394) | 396183 |
| Value | Count | Frequency (%) |
| 29700 | 1 | < 0.1% |
| 31500 | 2 | < 0.1% |
| 32400 | 1 | < 0.1% |
| 33300 | 3 | |
| 34200 | 2 | < 0.1% |
| 36000 | 3 | |
| 36900 | 3 | |
| 37800 | 2 | < 0.1% |
| 38700 | 7 | |
| 39150 | 1 | < 0.1% |
| Value | Count | Frequency (%) |
| 1123200 | 1 | < 0.1% |
| 1108800 | 1 | < 0.1% |
| 1087200 | 2 | |
| 1084500 | 1 | < 0.1% |
| 1080000 | 3 | |
| 1068199.2 | 1 | < 0.1% |
| 1062000 | 1 | < 0.1% |
| 1053000 | 2 | |
| 1051200 | 1 | < 0.1% |
| 1044799.2 | 1 | < 0.1% |
distance_to_mrt_km
Real number (ℝ)
| Distinct | 9138 |
|---|---|
| Distinct (%) | 2.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.65255648 |
| Minimum | 0.022112447 |
|---|---|
| Maximum | 3.5157764 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 MiB |
Quantile statistics
| Minimum | 0.022112447 |
|---|---|
| 5-th percentile | 0.16641647 |
| Q1 | 0.36759679 |
| median | 0.58764487 |
| Q3 | 0.8601159 |
| 95-th percentile | 1.3984273 |
| Maximum | 3.5157764 |
| Range | 3.4936639 |
| Interquartile range (IQR) | 0.49251911 |
Descriptive statistics
| Standard deviation | 0.38335854 |
|---|---|
| Coefficient of variation (CV) | 0.58747182 |
| Kurtosis | 1.6966049 |
| Mean | 0.65255648 |
| Median Absolute Deviation (MAD) | 0.24035296 |
| Skewness | 1.0914727 |
| Sum | 281317.75 |
| Variance | 0.14696377 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.8806170356 | 336 | 0.1% |
| 0.8804880701 | 329 | 0.1% |
| 0.9620735662 | 312 | 0.1% |
| 1.009626078 | 312 | 0.1% |
| 0.8084054236 | 310 | 0.1% |
| 0.9636654817 | 288 | 0.1% |
| 1.213218379 | 281 | 0.1% |
| 1.170511977 | 268 | 0.1% |
| 0.6498798611 | 240 | 0.1% |
| 0.7835843273 | 239 | 0.1% |
| Other values (9128) | 428186 |
| Value | Count | Frequency (%) |
| 0.02211244716 | 64 | |
| 0.02648832499 | 33 | |
| 0.03602304855 | 33 | |
| 0.03905292277 | 3 | < 0.1% |
| 0.04148001859 | 6 | < 0.1% |
| 0.0434819053 | 28 | < 0.1% |
| 0.04348866364 | 33 | |
| 0.04372690318 | 76 | |
| 0.04389555737 | 59 | |
| 0.04432644791 | 74 |
| Value | Count | Frequency (%) |
| 3.515776371 | 20 | < 0.1% |
| 3.491570856 | 61 | |
| 3.454113187 | 24 | < 0.1% |
| 2.150380755 | 95 | |
| 2.123572473 | 56 | |
| 2.101792667 | 77 | |
| 2.095430751 | 41 | |
| 2.089538192 | 41 | |
| 2.080300714 | 56 | |
| 2.080200347 | 54 |
mrt_lrt_links
Categorical
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| 0 | |
|---|---|
| 1 | 5751 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 431101 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 425350 | |
| 1 | 5751 | 1.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 425350 | |
| 1 | 5751 | 1.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 425350 | |
| 1 | 5751 | 1.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 431101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 425350 | |
| 1 | 5751 | 1.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 431101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 425350 | |
| 1 | 5751 | 1.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 431101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 425350 | |
| 1 | 5751 | 1.3% |
mrt_interchange_flag
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 431101 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 388051 | |
| 1 | 43050 | 10.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 388051 | |
| 1 | 43050 | 10.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 388051 | |
| 1 | 43050 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 431101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 388051 | |
| 1 | 43050 | 10.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 431101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 388051 | |
| 1 | 43050 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 431101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 388051 | |
| 1 | 43050 | 10.0% |
mrt_interchange_count
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 2 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| 0 | |
|---|---|
| 1 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 431101 |
|---|---|
| Distinct characters | 2 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 0 |
| 4th row | 0 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 388051 | |
| 1 | 43050 | 10.0% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 388051 | |
| 1 | 43050 | 10.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 388051 | |
| 1 | 43050 | 10.0% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 431101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 388051 | |
| 1 | 43050 | 10.0% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 431101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 388051 | |
| 1 | 43050 | 10.0% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 431101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 388051 | |
| 1 | 43050 | 10.0% |
distance_to_mrt_bins
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| 0 | |
|---|---|
| 1 | 38022 |
| 2 | 105 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 431101 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 0 |
|---|---|
| 2nd row | 0 |
| 3rd row | 1 |
| 4th row | 0 |
| 5th row | 1 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 392974 | |
| 1 | 38022 | 8.8% |
| 2 | 105 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 392974 | |
| 1 | 38022 | 8.8% |
| 2 | 105 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 392974 | |
| 1 | 38022 | 8.8% |
| 2 | 105 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 431101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 392974 | |
| 1 | 38022 | 8.8% |
| 2 | 105 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 431101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 392974 | |
| 1 | 38022 | 8.8% |
| 2 | 105 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 431101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 392974 | |
| 1 | 38022 | 8.8% |
| 2 | 105 | < 0.1% |
codes_name
Categorical
| Distinct | 14 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| NS | |
|---|---|
| EW | |
| DT | |
| NE | |
| BP | |
| Other values (9) |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 862202 |
|---|---|
| Distinct characters | 10 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | EW |
|---|---|
| 2nd row | EW |
| 3rd row | EW |
| 4th row | EW |
| 5th row | EW |
Common Values
| Value | Count | Frequency (%) |
| NS | 134598 | |
| EW | 126423 | |
| DT | 44968 | 10.4% |
| NE | 38869 | 9.0% |
| BP | 25244 | 5.9% |
| CC | 24924 | 5.8% |
| SE | 10093 | 2.3% |
| SW | 9570 | 2.2% |
| PE | 8245 | 1.9% |
| TE | 6205 | 1.4% |
| Other values (4) | 1962 | 0.5% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| ns | 134598 | |
| ew | 126423 | |
| dt | 44968 | 10.4% |
| ne | 38869 | 9.0% |
| bp | 25244 | 5.9% |
| cc | 24924 | 5.8% |
| se | 10093 | 2.3% |
| sw | 9570 | 2.2% |
| pe | 8245 | 1.9% |
| te | 6205 | 1.4% |
| Other values (4) | 1962 | 0.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| E | 189835 | |
| N | 173467 | |
| S | 155111 | |
| W | 136873 | |
| T | 52150 | 6.0% |
| C | 49953 | 5.8% |
| D | 44968 | 5.2% |
| P | 34496 | 4.0% |
| B | 25244 | 2.9% |
| G | 105 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Uppercase Letter | 862202 |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| E | 189835 | |
| N | 173467 | |
| S | 155111 | |
| W | 136873 | |
| T | 52150 | 6.0% |
| C | 49953 | 5.8% |
| D | 44968 | 5.2% |
| P | 34496 | 4.0% |
| B | 25244 | 2.9% |
| G | 105 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 862202 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| E | 189835 | |
| N | 173467 | |
| S | 155111 | |
| W | 136873 | |
| T | 52150 | 6.0% |
| C | 49953 | 5.8% |
| D | 44968 | 5.2% |
| P | 34496 | 4.0% |
| B | 25244 | 2.9% |
| G | 105 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 862202 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| E | 189835 | |
| N | 173467 | |
| S | 155111 | |
| W | 136873 | |
| T | 52150 | 6.0% |
| C | 49953 | 5.8% |
| D | 44968 | 5.2% |
| P | 34496 | 4.0% |
| B | 25244 | 2.9% |
| G | 105 | < 0.1% |
population_count
Real number (ℝ)
| Distinct | 153 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 42449.893 |
| Minimum | 0 |
|---|---|
| Maximum | 138490 |
| Zeros | 154 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 10880 |
| Q1 | 23940 |
| median | 33410 |
| Q3 | 54880 |
| 95-th percentile | 95530 |
| Maximum | 138490 |
| Range | 138490 |
| Interquartile range (IQR) | 30940 |
Descriptive statistics
| Standard deviation | 30254.682 |
|---|---|
| Coefficient of variation (CV) | 0.71271515 |
| Kurtosis | 2.3857976 |
| Mean | 42449.893 |
| Median Absolute Deviation (MAD) | 14910 |
| Skewness | 1.5828158 |
| Sum | 1.8300191 × 1010 |
| Variance | 9.1534579 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 138490 | 19540 | 4.5% |
| 95530 | 16380 | 3.8% |
| 85930 | 12244 | 2.8% |
| 78150 | 10620 | 2.5% |
| 57890 | 9774 | 2.3% |
| 68240 | 8451 | 2.0% |
| 70930 | 8052 | 1.9% |
| 56880 | 7821 | 1.8% |
| 59510 | 7447 | 1.7% |
| 50130 | 7170 | 1.7% |
| Other values (143) | 323602 |
| Value | Count | Frequency (%) |
| 0 | 154 | |
| 130 | 38 | < 0.1% |
| 810 | 105 | |
| 910 | 72 | < 0.1% |
| 1210 | 142 | |
| 1490 | 254 | |
| 1520 | 143 | |
| 1580 | 186 | |
| 2080 | 259 | |
| 2330 | 80 | < 0.1% |
| Value | Count | Frequency (%) |
| 138490 | 19540 | |
| 95530 | 16380 | |
| 85930 | 12244 | |
| 78150 | 10620 | |
| 70930 | 8052 | |
| 68240 | 8451 | |
| 59830 | 5526 | 1.3% |
| 59510 | 7447 | 1.7% |
| 57890 | 9774 | |
| 56880 | 7821 |
adult_count
Real number (ℝ)
| Distinct | 152 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 22465.604 |
| Minimum | 0 |
|---|---|
| Maximum | 72740 |
| Zeros | 154 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5920 |
| Q1 | 12660 |
| median | 17440 |
| Q3 | 29740 |
| 95-th percentile | 50520 |
| Maximum | 72740 |
| Range | 72740 |
| Interquartile range (IQR) | 17080 |
Descriptive statistics
| Standard deviation | 15955.375 |
|---|---|
| Coefficient of variation (CV) | 0.71021348 |
| Kurtosis | 2.2610167 |
| Mean | 22465.604 |
| Median Absolute Deviation (MAD) | 7720 |
| Skewness | 1.5526044 |
| Sum | 9.6849444 × 109 |
| Variance | 2.5457399 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 72740 | 19540 | 4.5% |
| 50520 | 16380 | 3.8% |
| 45400 | 12244 | 2.8% |
| 40960 | 10620 | 2.5% |
| 31660 | 9774 | 2.3% |
| 37740 | 8451 | 2.0% |
| 16570 | 8272 | 1.9% |
| 37240 | 8052 | 1.9% |
| 30600 | 7821 | 1.8% |
| 30090 | 7447 | 1.7% |
| Other values (142) | 322500 |
| Value | Count | Frequency (%) |
| 0 | 154 | |
| 20 | 38 | < 0.1% |
| 440 | 105 | |
| 490 | 72 | < 0.1% |
| 590 | 142 | |
| 800 | 143 | |
| 830 | 254 | |
| 890 | 186 | |
| 1140 | 259 | |
| 1180 | 179 |
| Value | Count | Frequency (%) |
| 72740 | 19540 | |
| 50520 | 16380 | |
| 45400 | 12244 | |
| 40960 | 10620 | |
| 37740 | 8451 | |
| 37240 | 8052 | |
| 31990 | 5526 | 1.3% |
| 31660 | 9774 | |
| 30600 | 7821 | |
| 30090 | 7447 | 1.7% |
children_count
Real number (ℝ)
| Distinct | 135 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 4146.2326 |
| Minimum | 0 |
|---|---|
| Maximum | 12040 |
| Zeros | 192 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 930 |
| Q1 | 2020 |
| median | 3150 |
| Q3 | 6140 |
| 95-th percentile | 11140 |
| Maximum | 12040 |
| Range | 12040 |
| Interquartile range (IQR) | 4120 |
Descriptive statistics
| Standard deviation | 3025.5707 |
|---|---|
| Coefficient of variation (CV) | 0.72971562 |
| Kurtosis | 0.69037562 |
| Mean | 4146.2326 |
| Median Absolute Deviation (MAD) | 1630 |
| Skewness | 1.2130176 |
| Sum | 1.787445 × 109 |
| Variance | 9154077.8 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 12040 | 19540 | 4.5% |
| 11140 | 16380 | 3.8% |
| 4780 | 12677 | 2.9% |
| 6960 | 12244 | 2.8% |
| 2820 | 11408 | 2.6% |
| 7240 | 10620 | 2.5% |
| 4830 | 9774 | 2.3% |
| 9060 | 8451 | 2.0% |
| 6470 | 8052 | 1.9% |
| 2330 | 7901 | 1.8% |
| Other values (125) | 314054 |
| Value | Count | Frequency (%) |
| 0 | 192 | |
| 50 | 105 | < 0.1% |
| 60 | 72 | < 0.1% |
| 70 | 186 | < 0.1% |
| 100 | 259 | |
| 110 | 142 | < 0.1% |
| 120 | 477 | |
| 200 | 179 | < 0.1% |
| 240 | 397 | |
| 290 | 333 |
| Value | Count | Frequency (%) |
| 12040 | 19540 | |
| 11140 | 16380 | |
| 9060 | 8451 | |
| 7800 | 6045 | 1.4% |
| 7240 | 10620 | |
| 7060 | 2859 | 0.7% |
| 6960 | 12244 | |
| 6890 | 5526 | 1.3% |
| 6750 | 5799 | 1.3% |
| 6740 | 4913 | 1.1% |
senior_citizen_count
Real number (ℝ)
| Distinct | 128 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 2594.3564 |
| Minimum | 0 |
|---|---|
| Maximum | 8130 |
| Zeros | 154 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 770 |
| Q1 | 1410 |
| median | 2140 |
| Q3 | 3130 |
| 95-th percentile | 7830 |
| Maximum | 8130 |
| Range | 8130 |
| Interquartile range (IQR) | 1720 |
Descriptive statistics
| Standard deviation | 1817.3955 |
|---|---|
| Coefficient of variation (CV) | 0.70051885 |
| Kurtosis | 3.1294519 |
| Mean | 2594.3564 |
| Median Absolute Deviation (MAD) | 820 |
| Skewness | 1.8278975 |
| Sum | 1.1184296 × 109 |
| Variance | 3302926.6 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 8130 | 19540 | 4.5% |
| 2980 | 16380 | 3.8% |
| 7830 | 12244 | 2.8% |
| 880 | 11510 | 2.7% |
| 4260 | 10620 | 2.5% |
| 2160 | 10151 | 2.4% |
| 3850 | 9774 | 2.3% |
| 1410 | 8238 | 1.9% |
| 2770 | 8052 | 1.9% |
| 3550 | 7821 | 1.8% |
| Other values (118) | 316771 |
| Value | Count | Frequency (%) |
| 0 | 154 | < 0.1% |
| 50 | 92 | < 0.1% |
| 70 | 72 | < 0.1% |
| 90 | 38 | < 0.1% |
| 100 | 248 | 0.1% |
| 140 | 142 | < 0.1% |
| 190 | 858 | |
| 200 | 72 | < 0.1% |
| 240 | 186 | < 0.1% |
| 260 | 1113 |
| Value | Count | Frequency (%) |
| 8130 | 19540 | |
| 7830 | 12244 | |
| 5320 | 4044 | 0.9% |
| 4260 | 10620 | |
| 4130 | 3458 | 0.8% |
| 3980 | 3216 | 0.7% |
| 3850 | 9774 | |
| 3770 | 3000 | 0.7% |
| 3700 | 3239 | 0.8% |
| 3580 | 3133 | 0.7% |
teenager_count
Real number (ℝ)
| Distinct | 138 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 5232.3996 |
| Minimum | 0 |
|---|---|
| Maximum | 16780 |
| Zeros | 192 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1020 |
| Q1 | 2470 |
| median | 3950 |
| Q3 | 6480 |
| 95-th percentile | 14940 |
| Maximum | 16780 |
| Range | 16780 |
| Interquartile range (IQR) | 4010 |
Descriptive statistics
| Standard deviation | 4062.0893 |
|---|---|
| Coefficient of variation (CV) | 0.77633392 |
| Kurtosis | 1.5473396 |
| Mean | 5232.3996 |
| Median Absolute Deviation (MAD) | 2030 |
| Skewness | 1.4376296 |
| Sum | 2.2556927 × 109 |
| Variance | 16500570 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 16780 | 19540 | 4.5% |
| 14940 | 16380 | 3.8% |
| 9100 | 12244 | 2.8% |
| 9730 | 10620 | 2.5% |
| 6480 | 9774 | 2.3% |
| 8320 | 8451 | 2.0% |
| 10130 | 8052 | 1.9% |
| 6730 | 7821 | 1.8% |
| 8970 | 7447 | 1.7% |
| 5360 | 7170 | 1.7% |
| Other values (128) | 323602 |
| Value | Count | Frequency (%) |
| 0 | 192 | |
| 80 | 258 | |
| 90 | 105 | < 0.1% |
| 110 | 254 | |
| 120 | 401 | |
| 140 | 80 | < 0.1% |
| 160 | 143 | < 0.1% |
| 240 | 179 | |
| 270 | 333 | |
| 340 | 397 |
| Value | Count | Frequency (%) |
| 16780 | 19540 | |
| 14940 | 16380 | |
| 10130 | 8052 | |
| 9730 | 10620 | |
| 9100 | 12244 | |
| 8970 | 7447 | 1.7% |
| 8320 | 8451 | |
| 8210 | 5526 | 1.3% |
| 7420 | 5799 | 1.3% |
| 6730 | 7821 |
young_adult_count
Real number (ℝ)
| Distinct | 135 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6162.8348 |
| Minimum | 0 |
|---|---|
| Maximum | 22580 |
| Zeros | 192 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1240 |
| Q1 | 3170 |
| median | 4610 |
| Q3 | 8140 |
| 95-th percentile | 13590 |
| Maximum | 22580 |
| Range | 22580 |
| Interquartile range (IQR) | 4970 |
Descriptive statistics
| Standard deviation | 4875.1849 |
|---|---|
| Coefficient of variation (CV) | 0.79106207 |
| Kurtosis | 3.3826248 |
| Mean | 6162.8348 |
| Median Absolute Deviation (MAD) | 2110 |
| Skewness | 1.7901974 |
| Sum | 2.6568042 × 109 |
| Variance | 23767427 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 22580 | 19540 | 4.5% |
| 13590 | 16380 | 3.8% |
| 11290 | 12244 | 2.8% |
| 12630 | 10620 | 2.5% |
| 8480 | 9774 | 2.3% |
| 5320 | 9042 | 2.1% |
| 8810 | 8451 | 2.0% |
| 2290 | 8354 | 1.9% |
| 11690 | 8052 | 1.9% |
| 5220 | 7849 | 1.8% |
| Other values (125) | 320795 |
| Value | Count | Frequency (%) |
| 0 | 192 | < 0.1% |
| 80 | 105 | < 0.1% |
| 150 | 654 | |
| 220 | 259 | 0.1% |
| 240 | 80 | < 0.1% |
| 270 | 143 | < 0.1% |
| 290 | 179 | < 0.1% |
| 320 | 333 | |
| 390 | 79 | < 0.1% |
| 440 | 489 |
| Value | Count | Frequency (%) |
| 22580 | 19540 | |
| 13590 | 16380 | |
| 12630 | 10620 | |
| 11690 | 8052 | |
| 11290 | 12244 | |
| 10450 | 7447 | 1.7% |
| 8810 | 8451 | |
| 8620 | 6045 | 1.4% |
| 8480 | 9774 | |
| 8440 | 7170 | 1.7% |
female_count
Real number (ℝ)
| Distinct | 147 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 21483.474 |
| Minimum | 0 |
|---|---|
| Maximum | 70600 |
| Zeros | 154 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5600 |
| Q1 | 12470 |
| median | 16840 |
| Q3 | 27770 |
| 95-th percentile | 47670 |
| Maximum | 70600 |
| Range | 70600 |
| Interquartile range (IQR) | 15300 |
Descriptive statistics
| Standard deviation | 15300.622 |
|---|---|
| Coefficient of variation (CV) | 0.71220428 |
| Kurtosis | 2.5636748 |
| Mean | 21483.474 |
| Median Absolute Deviation (MAD) | 7420 |
| Skewness | 1.621204 |
| Sum | 9.2615472 × 109 |
| Variance | 2.3410904 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 70600 | 19540 | 4.5% |
| 47670 | 16380 | 3.8% |
| 43950 | 12244 | 2.8% |
| 39520 | 10620 | 2.5% |
| 29080 | 9774 | 2.3% |
| 17890 | 9156 | 2.1% |
| 33940 | 8451 | 2.0% |
| 34890 | 8052 | 1.9% |
| 28490 | 7821 | 1.8% |
| 29980 | 7447 | 1.7% |
| Other values (137) | 321616 |
| Value | Count | Frequency (%) |
| 0 | 154 | |
| 80 | 38 | < 0.1% |
| 390 | 105 | |
| 450 | 72 | < 0.1% |
| 640 | 142 | |
| 760 | 143 | |
| 780 | 254 | |
| 820 | 186 | |
| 1090 | 259 | |
| 1200 | 179 |
| Value | Count | Frequency (%) |
| 70600 | 19540 | |
| 47670 | 16380 | |
| 43950 | 12244 | |
| 39520 | 10620 | |
| 34890 | 8052 | |
| 33940 | 8451 | |
| 30240 | 5526 | 1.3% |
| 29980 | 7447 | 1.7% |
| 29080 | 9774 | |
| 28490 | 7821 |
male_count
Real number (ℝ)
| Distinct | 146 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 20966.419 |
| Minimum | 0 |
|---|---|
| Maximum | 67890 |
| Zeros | 154 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 5380 |
| Q1 | 11920 |
| median | 16320 |
| Q3 | 27200 |
| 95-th percentile | 47860 |
| Maximum | 67890 |
| Range | 67890 |
| Interquartile range (IQR) | 15280 |
Descriptive statistics
| Standard deviation | 14962.227 |
|---|---|
| Coefficient of variation (CV) | 0.71362817 |
| Kurtosis | 2.2049466 |
| Mean | 20966.419 |
| Median Absolute Deviation (MAD) | 7240 |
| Skewness | 1.5432075 |
| Sum | 9.0386443 × 109 |
| Variance | 2.2386825 × 108 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 67890 | 19540 | 4.5% |
| 47860 | 16380 | 3.8% |
| 41980 | 12244 | 2.8% |
| 38630 | 10620 | 2.5% |
| 17960 | 10002 | 2.3% |
| 28810 | 9774 | 2.3% |
| 34300 | 8451 | 2.0% |
| 36040 | 8052 | 1.9% |
| 28390 | 7821 | 1.8% |
| 29530 | 7447 | 1.7% |
| Other values (136) | 320770 |
| Value | Count | Frequency (%) |
| 0 | 154 | |
| 50 | 38 | < 0.1% |
| 420 | 105 | < 0.1% |
| 460 | 72 | < 0.1% |
| 570 | 142 | |
| 710 | 254 | |
| 760 | 329 | |
| 990 | 259 | |
| 1110 | 80 | < 0.1% |
| 1240 | 179 |
| Value | Count | Frequency (%) |
| 67890 | 19540 | |
| 47860 | 16380 | |
| 41980 | 12244 | |
| 38630 | 10620 | |
| 36040 | 8052 | |
| 34300 | 8451 | |
| 29590 | 5526 | 1.3% |
| 29530 | 7447 | 1.7% |
| 28810 | 9774 | |
| 28390 | 7821 |
male_female_ratio
Real number (ℝ)
| Distinct | 155 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 0.97108889 |
| Minimum | 0 |
|---|---|
| Maximum | 1.2362385 |
| Zeros | 154 |
| Zeros (%) | < 0.1% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 MiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0.89095128 |
| Q1 | 0.95517634 |
| median | 0.97747976 |
| Q3 | 0.99649 |
| 95-th percentile | 1.0329607 |
| Maximum | 1.2362385 |
| Range | 1.2362385 |
| Interquartile range (IQR) | 0.04131366 |
Descriptive statistics
| Standard deviation | 0.044491102 |
|---|---|
| Coefficient of variation (CV) | 0.045815684 |
| Kurtosis | 82.297657 |
| Mean | 0.97108889 |
| Median Absolute Deviation (MAD) | 0.022153297 |
| Skewness | -3.835844 |
| Sum | 418637.39 |
| Variance | 0.0019794581 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 0.9616147309 | 19540 | 4.5% |
| 1.003985735 | 16380 | 3.8% |
| 0.9551763367 | 12244 | 2.8% |
| 0.9774797571 | 10620 | 2.5% |
| 0.9907152682 | 9774 | 2.3% |
| 1.010606953 | 8451 | 2.0% |
| 1.032960734 | 8052 | 1.9% |
| 0.9964899965 | 7821 | 1.8% |
| 0.9849899933 | 7447 | 1.7% |
| 0.9775147929 | 7170 | 1.7% |
| Other values (145) | 323602 |
| Value | Count | Frequency (%) |
| 0 | 154 | < 0.1% |
| 0.625 | 38 | < 0.1% |
| 0.8447606727 | 2037 | |
| 0.854368932 | 1766 | |
| 0.8550295858 | 170 | < 0.1% |
| 0.8668639053 | 516 | 0.1% |
| 0.8670212766 | 79 | < 0.1% |
| 0.8756218905 | 672 | 0.2% |
| 0.8771121352 | 1027 | 0.2% |
| 0.877842755 | 3239 |
| Value | Count | Frequency (%) |
| 1.236238532 | 485 | 0.1% |
| 1.174603175 | 254 | 0.1% |
| 1.115384615 | 397 | 0.1% |
| 1.103869654 | 497 | 0.1% |
| 1.086092715 | 333 | 0.1% |
| 1.076923077 | 105 | < 0.1% |
| 1.051417271 | 3654 | |
| 1.05046729 | 4481 | |
| 1.04 | 1113 | 0.3% |
| 1.038997214 | 2431 |
male_female_ratio_bins
Categorical
HIGH CORRELATION IMBALANCE
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| 2 | |
|---|---|
| 0 | 154 |
| 1 | 38 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 431101 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2 |
|---|---|
| 2nd row | 2 |
| 3rd row | 2 |
| 4th row | 2 |
| 5th row | 2 |
Common Values
| Value | Count | Frequency (%) |
| 2 | 430909 | |
| 0 | 154 | < 0.1% |
| 1 | 38 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 2 | 430909 | |
| 0 | 154 | < 0.1% |
| 1 | 38 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| 2 | 430909 | |
| 0 | 154 | < 0.1% |
| 1 | 38 | < 0.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 431101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 430909 | |
| 0 | 154 | < 0.1% |
| 1 | 38 | < 0.1% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 431101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 2 | 430909 | |
| 0 | 154 | < 0.1% |
| 1 | 38 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 431101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 2 | 430909 | |
| 0 | 154 | < 0.1% |
| 1 | 38 | < 0.1% |
population_bins
Categorical
| Distinct | 3 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| 0 | |
|---|---|
| 1 | |
| 2 |
Length
| Max length | 1 |
|---|---|
| Median length | 1 |
| Mean length | 1 |
| Min length | 1 |
Characters and Unicode
| Total characters | 431101 |
|---|---|
| Distinct characters | 3 |
| Distinct categories | 1 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 1 |
|---|---|
| 2nd row | 1 |
| 3rd row | 1 |
| 4th row | 1 |
| 5th row | 0 |
Common Values
| Value | Count | Frequency (%) |
| 0 | 302188 | |
| 1 | 92993 | 21.6% |
| 2 | 35920 | 8.3% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 0 | 302188 | |
| 1 | 92993 | 21.6% |
| 2 | 35920 | 8.3% |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 302188 | |
| 1 | 92993 | 21.6% |
| 2 | 35920 | 8.3% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 431101 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 302188 | |
| 1 | 92993 | 21.6% |
| 2 | 35920 | 8.3% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 431101 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 302188 | |
| 1 | 92993 | 21.6% |
| 2 | 35920 | 8.3% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 431101 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 302188 | |
| 1 | 92993 | 21.6% |
| 2 | 35920 | 8.3% |
month
Categorical
| Distinct | 251 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| 2010-07 | 2924 |
|---|---|
| 2010-06 | 2782 |
| 2009-10 | 2763 |
| 2001-10 | 2762 |
| 2002-01 | 2672 |
| Other values (246) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 7 |
| Min length | 7 |
Characters and Unicode
| Total characters | 3017707 |
|---|---|
| Distinct characters | 11 |
| Distinct categories | 2 ? |
| Distinct scripts | 1 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 2001-08 |
|---|---|
| 2nd row | 2002-09 |
| 3rd row | 2020-10 |
| 4th row | 2010-10 |
| 5th row | 2002-08 |
Common Values
| Value | Count | Frequency (%) |
| 2010-07 | 2924 | 0.7% |
| 2010-06 | 2782 | 0.6% |
| 2009-10 | 2763 | 0.6% |
| 2001-10 | 2762 | 0.6% |
| 2002-01 | 2672 | 0.6% |
| 2001-07 | 2661 | 0.6% |
| 2001-11 | 2653 | 0.6% |
| 2000-11 | 2631 | 0.6% |
| 2001-06 | 2626 | 0.6% |
| 2002-05 | 2605 | 0.6% |
| Other values (241) | 404022 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 2010-07 | 2924 | 0.7% |
| 2010-06 | 2782 | 0.6% |
| 2009-10 | 2763 | 0.6% |
| 2001-10 | 2762 | 0.6% |
| 2002-01 | 2672 | 0.6% |
| 2001-07 | 2661 | 0.6% |
| 2001-11 | 2653 | 0.6% |
| 2000-11 | 2631 | 0.6% |
| 2001-06 | 2626 | 0.6% |
| 2002-05 | 2605 | 0.6% |
| Other values (241) | 404022 |
Most occurring characters
| Value | Count | Frequency (%) |
| 0 | 1109474 | |
| 2 | 556694 | |
| - | 431101 | 14.3% |
| 1 | 396301 | 13.1% |
| 9 | 79136 | 2.6% |
| 7 | 76689 | 2.5% |
| 8 | 76633 | 2.5% |
| 6 | 74718 | 2.5% |
| 5 | 73327 | 2.4% |
| 3 | 72821 | 2.4% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 2586606 | |
| Dash Punctuation | 431101 | 14.3% |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 1109474 | |
| 2 | 556694 | |
| 1 | 396301 | 15.3% |
| 9 | 79136 | 3.1% |
| 7 | 76689 | 3.0% |
| 8 | 76633 | 3.0% |
| 6 | 74718 | 2.9% |
| 5 | 73327 | 2.8% |
| 3 | 72821 | 2.8% |
| 4 | 70813 | 2.7% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 431101 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 3017707 |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 0 | 1109474 | |
| 2 | 556694 | |
| - | 431101 | 14.3% |
| 1 | 396301 | 13.1% |
| 9 | 79136 | 2.6% |
| 7 | 76689 | 2.5% |
| 8 | 76633 | 2.5% |
| 6 | 74718 | 2.5% |
| 5 | 73327 | 2.4% |
| 3 | 72821 | 2.4% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3017707 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 0 | 1109474 | |
| 2 | 556694 | |
| - | 431101 | 14.3% |
| 1 | 396301 | 13.1% |
| 9 | 79136 | 2.6% |
| 7 | 76689 | 2.5% |
| 8 | 76633 | 2.5% |
| 6 | 74718 | 2.5% |
| 5 | 73327 | 2.4% |
| 3 | 72821 | 2.4% |
town
Categorical
| Distinct | 26 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| woodlands | |
|---|---|
| tampines | |
| jurong west | |
| yishun | |
| bedok | |
| Other values (21) |
Length
| Max length | 15 |
|---|---|
| Median length | 12 |
| Mean length | 9.1001436 |
| Min length | 5 |
Characters and Unicode
| Total characters | 3923081 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | pasir ris |
|---|---|
| 2nd row | pasir ris |
| 3rd row | pasir ris |
| 4th row | pasir ris |
| 5th row | pasir ris |
Common Values
| Value | Count | Frequency (%) |
| woodlands | 39195 | 9.1% |
| tampines | 34059 | 7.9% |
| jurong west | 32832 | 7.6% |
| yishun | 28652 | 6.6% |
| bedok | 27558 | 6.4% |
| hougang | 23810 | 5.5% |
| ang mo kio | 22230 | 5.2% |
| choa chu kang | 19970 | 4.6% |
| sengkang | 19363 | 4.5% |
| bukit batok | 19269 | 4.5% |
| Other values (16) | 164163 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| bukit | 51173 | 7.9% |
| jurong | 43794 | 6.8% |
| woodlands | 39195 | 6.1% |
| tampines | 34059 | 5.3% |
| west | 32832 | 5.1% |
| yishun | 28652 | 4.4% |
| bedok | 27558 | 4.3% |
| hougang | 23810 | 3.7% |
| kio | 22230 | 3.4% |
| mo | 22230 | 3.4% |
| Other values (26) | 320973 |
Most occurring characters
| Value | Count | Frequency (%) |
| a | 411997 | 10.5% |
| n | 394668 | 10.1% |
| o | 339649 | 8.7% |
| g | 261854 | 6.7% |
| s | 236963 | 6.0% |
| e | 231906 | 5.9% |
| 215405 | 5.5% | |
| i | 192002 | 4.9% |
| t | 190399 | 4.9% |
| u | 190111 | 4.8% |
| Other values (14) | 1258127 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3696560 | |
| Space Separator | 215405 | 5.5% |
| Other Punctuation | 11116 | 0.3% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| a | 411997 | 11.1% |
| n | 394668 | 10.7% |
| o | 339649 | 9.2% |
| g | 261854 | 7.1% |
| s | 236963 | 6.4% |
| e | 231906 | 6.3% |
| i | 192002 | 5.2% |
| t | 190399 | 5.2% |
| u | 190111 | 5.1% |
| k | 170679 | 4.6% |
| Other values (12) | 1076332 |
Space Separator
| Value | Count | Frequency (%) |
| 215405 |
Other Punctuation
| Value | Count | Frequency (%) |
| / | 11116 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3696560 | |
| Common | 226521 | 5.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| a | 411997 | 11.1% |
| n | 394668 | 10.7% |
| o | 339649 | 9.2% |
| g | 261854 | 7.1% |
| s | 236963 | 6.4% |
| e | 231906 | 6.3% |
| i | 192002 | 5.2% |
| t | 190399 | 5.2% |
| u | 190111 | 5.1% |
| k | 170679 | 4.6% |
| Other values (12) | 1076332 |
Common
| Value | Count | Frequency (%) |
| 215405 | ||
| / | 11116 | 4.9% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3923081 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| a | 411997 | 10.5% |
| n | 394668 | 10.1% |
| o | 339649 | 8.7% |
| g | 261854 | 6.7% |
| s | 236963 | 6.0% |
| e | 231906 | 5.9% |
| 215405 | 5.5% | |
| i | 192002 | 4.9% |
| t | 190399 | 4.9% |
| u | 190111 | 4.8% |
| Other values (14) | 1258127 |
flat_type
Categorical
| Distinct | 7 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| 4-room | |
|---|---|
| 3-room | |
| 5-room | |
| executive | |
| 2-room | 4507 |
| Other values (2) | 466 |
Length
| Max length | 16 |
|---|---|
| Median length | 6 |
| Mean length | 6.2319178 |
| Min length | 6 |
Characters and Unicode
| Total characters | 2686586 |
|---|---|
| Distinct characters | 20 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 4-room |
|---|---|
| 2nd row | 4-room |
| 3rd row | executive |
| 4th row | 4-room |
| 5th row | 4-room |
Common Values
| Value | Count | Frequency (%) |
| 4-room | 169344 | |
| 3-room | 125485 | |
| 5-room | 98589 | |
| executive | 32710 | 7.6% |
| 2-room | 4507 | 1.0% |
| 1-room | 281 | 0.1% |
| multi-generation | 185 | < 0.1% |
Length
Histogram of lengths of the category
Common Values (Plot)
| Value | Count | Frequency (%) |
| 4-room | 169344 | |
| 3-room | 125485 | |
| 5-room | 98589 | |
| executive | 32710 | 7.6% |
| 2-room | 4507 | 1.0% |
| 1-room | 281 | 0.1% |
| multi-generation | 185 | < 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| o | 796597 | |
| - | 398391 | |
| r | 398391 | |
| m | 398391 | |
| 4 | 169344 | 6.3% |
| 3 | 125485 | 4.7% |
| 5 | 98589 | 3.7% |
| e | 98500 | 3.7% |
| i | 33080 | 1.2% |
| t | 33080 | 1.2% |
| Other values (10) | 136738 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 1889989 | |
| Dash Punctuation | 398391 | 14.8% |
| Decimal Number | 398206 | 14.8% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| o | 796597 | |
| r | 398391 | |
| m | 398391 | |
| e | 98500 | 5.2% |
| i | 33080 | 1.8% |
| t | 33080 | 1.8% |
| u | 32895 | 1.7% |
| c | 32710 | 1.7% |
| x | 32710 | 1.7% |
| v | 32710 | 1.7% |
| Other values (4) | 925 | < 0.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 4 | 169344 | |
| 3 | 125485 | |
| 5 | 98589 | |
| 2 | 4507 | 1.1% |
| 1 | 281 | 0.1% |
Dash Punctuation
| Value | Count | Frequency (%) |
| - | 398391 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 1889989 | |
| Common | 796597 |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| o | 796597 | |
| r | 398391 | |
| m | 398391 | |
| e | 98500 | 5.2% |
| i | 33080 | 1.8% |
| t | 33080 | 1.8% |
| u | 32895 | 1.7% |
| c | 32710 | 1.7% |
| x | 32710 | 1.7% |
| v | 32710 | 1.7% |
| Other values (4) | 925 | < 0.1% |
Common
| Value | Count | Frequency (%) |
| - | 398391 | |
| 4 | 169344 | |
| 3 | 125485 | 15.8% |
| 5 | 98589 | 12.4% |
| 2 | 4507 | 0.6% |
| 1 | 281 | < 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 2686586 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| o | 796597 | |
| - | 398391 | |
| r | 398391 | |
| m | 398391 | |
| 4 | 169344 | 6.3% |
| 3 | 125485 | 4.7% |
| 5 | 98589 | 3.7% |
| e | 98500 | 3.7% |
| i | 33080 | 1.2% |
| t | 33080 | 1.2% |
| Other values (10) | 136738 | 5.1% |
block
Categorical
| Distinct | 2472 |
|---|---|
| Distinct (%) | 0.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| 1 | 1668 |
|---|---|
| 2 | 1641 |
| 101 | 1424 |
| 110 | 1421 |
| 114 | 1405 |
| Other values (2467) |
Length
| Max length | 4 |
|---|---|
| Median length | 3 |
| Mean length | 2.9715867 |
| Min length | 1 |
Characters and Unicode
| Total characters | 1281054 |
|---|---|
| Distinct characters | 21 |
| Distinct categories | 2 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 12 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | 440 |
|---|---|
| 2nd row | 473 |
| 3rd row | 220 |
| 4th row | 474 |
| 5th row | 751 |
Common Values
| Value | Count | Frequency (%) |
| 1 | 1668 | 0.4% |
| 2 | 1641 | 0.4% |
| 101 | 1424 | 0.3% |
| 110 | 1421 | 0.3% |
| 114 | 1405 | 0.3% |
| 4 | 1399 | 0.3% |
| 108 | 1381 | 0.3% |
| 113 | 1378 | 0.3% |
| 107 | 1352 | 0.3% |
| 8 | 1325 | 0.3% |
| Other values (2462) | 416707 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| 1 | 1668 | 0.4% |
| 2 | 1641 | 0.4% |
| 101 | 1424 | 0.3% |
| 110 | 1421 | 0.3% |
| 114 | 1405 | 0.3% |
| 4 | 1399 | 0.3% |
| 108 | 1381 | 0.3% |
| 113 | 1378 | 0.3% |
| 107 | 1352 | 0.3% |
| 8 | 1325 | 0.3% |
| Other values (2462) | 416707 |
Most occurring characters
| Value | Count | Frequency (%) |
| 1 | 187614 | |
| 2 | 160804 | |
| 3 | 135639 | |
| 4 | 131187 | |
| 6 | 122898 | |
| 5 | 120296 | |
| 7 | 102452 | |
| 0 | 96358 | |
| 8 | 89308 | |
| 9 | 69294 | 5.4% |
| Other values (11) | 65204 | 5.1% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1215850 | |
| Uppercase Letter | 65204 | 5.1% |
Most frequent character per category
Uppercase Letter
| Value | Count | Frequency (%) |
| A | 21295 | |
| B | 18354 | |
| C | 13865 | |
| D | 8170 | 12.5% |
| E | 1610 | 2.5% |
| F | 846 | 1.3% |
| G | 584 | 0.9% |
| H | 257 | 0.4% |
| J | 120 | 0.2% |
| M | 54 | 0.1% |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 187614 | |
| 2 | 160804 | |
| 3 | 135639 | |
| 4 | 131187 | |
| 6 | 122898 | |
| 5 | 120296 | |
| 7 | 102452 | |
| 0 | 96358 | |
| 8 | 89308 | |
| 9 | 69294 | 5.7% |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 1215850 | |
| Latin | 65204 | 5.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| A | 21295 | |
| B | 18354 | |
| C | 13865 | |
| D | 8170 | 12.5% |
| E | 1610 | 2.5% |
| F | 846 | 1.3% |
| G | 584 | 0.9% |
| H | 257 | 0.4% |
| J | 120 | 0.2% |
| M | 54 | 0.1% |
Common
| Value | Count | Frequency (%) |
| 1 | 187614 | |
| 2 | 160804 | |
| 3 | 135639 | |
| 4 | 131187 | |
| 6 | 122898 | |
| 5 | 120296 | |
| 7 | 102452 | |
| 0 | 96358 | |
| 8 | 89308 | |
| 9 | 69294 | 5.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 1281054 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 1 | 187614 | |
| 2 | 160804 | |
| 3 | 135639 | |
| 4 | 131187 | |
| 6 | 122898 | |
| 5 | 120296 | |
| 7 | 102452 | |
| 0 | 96358 | |
| 8 | 89308 | |
| 9 | 69294 | 5.4% |
| Other values (11) | 65204 | 5.1% |
street_name
Categorical
| Distinct | 553 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| yishun ring road | 7302 |
|---|---|
| ang mo kio avenue 10 | 5868 |
| bedok reservoir road | 5651 |
| ang mo kio avenue 3 | 5137 |
| hougang avenue 8 | 4093 |
| Other values (548) |
Length
| Max length | 25 |
|---|---|
| Median length | 22 |
| Mean length | 17.301932 |
| Min length | 9 |
Characters and Unicode
| Total characters | 7458880 |
|---|---|
| Distinct characters | 37 |
| Distinct categories | 4 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | < 0.1% |
Sample
| 1st row | pasir ris drive 4 |
|---|---|
| 2nd row | pasir ris drive 6 |
| 3rd row | pasir ris street 21 |
| 4th row | pasir ris drive 6 |
| 5th row | pasir ris street 71 |
Common Values
| Value | Count | Frequency (%) |
| yishun ring road | 7302 | 1.7% |
| ang mo kio avenue 10 | 5868 | 1.4% |
| bedok reservoir road | 5651 | 1.3% |
| ang mo kio avenue 3 | 5137 | 1.2% |
| hougang avenue 8 | 4093 | 0.9% |
| bedok north street 3 | 3237 | 0.8% |
| ang mo kio avenue 4 | 3180 | 0.7% |
| tampines street 21 | 3088 | 0.7% |
| woodlands ring road | 2993 | 0.7% |
| bedok north road | 2977 | 0.7% |
| Other values (543) | 387575 |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| street | 130884 | 9.5% |
| avenue | 101100 | 7.4% |
| road | 72655 | 5.3% |
| drive | 38550 | 2.8% |
| west | 36011 | 2.6% |
| woodlands | 34460 | 2.5% |
| jurong | 32498 | 2.4% |
| tampines | 30160 | 2.2% |
| yishun | 28652 | 2.1% |
| bukit | 24793 | 1.8% |
| Other values (307) | 841275 |
Most occurring characters
| Value | Count | Frequency (%) |
| 939937 | ||
| e | 829922 | 11.1% |
| a | 595967 | 8.0% |
| n | 520936 | 7.0% |
| t | 500404 | 6.7% |
| r | 473790 | 6.4% |
| o | 464176 | 6.2% |
| s | 406563 | 5.5% |
| i | 302188 | 4.1% |
| u | 254979 | 3.4% |
| Other values (27) | 2170018 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 6128029 | |
| Space Separator | 939937 | 12.6% |
| Decimal Number | 390133 | 5.2% |
| Other Punctuation | 781 | < 0.1% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 829922 | |
| a | 595967 | 9.7% |
| n | 520936 | 8.5% |
| t | 500404 | 8.2% |
| r | 473790 | 7.7% |
| o | 464176 | 7.6% |
| s | 406563 | 6.6% |
| i | 302188 | 4.9% |
| u | 254979 | 4.2% |
| d | 227198 | 3.7% |
| Other values (15) | 1551906 |
Decimal Number
| Value | Count | Frequency (%) |
| 1 | 107457 | |
| 2 | 67734 | |
| 4 | 46972 | |
| 3 | 46605 | |
| 5 | 36135 | 9.3% |
| 6 | 25531 | 6.5% |
| 8 | 20294 | 5.2% |
| 7 | 17602 | 4.5% |
| 0 | 13228 | 3.4% |
| 9 | 8575 | 2.2% |
Space Separator
| Value | Count | Frequency (%) |
| 939937 |
Other Punctuation
| Value | Count | Frequency (%) |
| ' | 781 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 6128029 | |
| Common | 1330851 | 17.8% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 829922 | |
| a | 595967 | 9.7% |
| n | 520936 | 8.5% |
| t | 500404 | 8.2% |
| r | 473790 | 7.7% |
| o | 464176 | 7.6% |
| s | 406563 | 6.6% |
| i | 302188 | 4.9% |
| u | 254979 | 4.2% |
| d | 227198 | 3.7% |
| Other values (15) | 1551906 |
Common
| Value | Count | Frequency (%) |
| 939937 | ||
| 1 | 107457 | 8.1% |
| 2 | 67734 | 5.1% |
| 4 | 46972 | 3.5% |
| 3 | 46605 | 3.5% |
| 5 | 36135 | 2.7% |
| 6 | 25531 | 1.9% |
| 8 | 20294 | 1.5% |
| 7 | 17602 | 1.3% |
| 0 | 13228 | 1.0% |
| Other values (2) | 9356 | 0.7% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 7458880 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 939937 | ||
| e | 829922 | 11.1% |
| a | 595967 | 8.0% |
| n | 520936 | 7.0% |
| t | 500404 | 6.7% |
| r | 473790 | 6.4% |
| o | 464176 | 6.2% |
| s | 406563 | 5.5% |
| i | 302188 | 4.1% |
| u | 254979 | 3.4% |
| Other values (27) | 2170018 |
storey_range
Categorical
| Distinct | 25 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| 04 to 06 | |
|---|---|
| 07 to 09 | |
| 01 to 03 | |
| 10 to 12 | |
| 13 to 15 | |
| Other values (20) |
Length
| Max length | 8 |
|---|---|
| Median length | 8 |
| Mean length | 8 |
| Min length | 8 |
Characters and Unicode
| Total characters | 3448808 |
|---|---|
| Distinct characters | 13 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | 01 to 03 |
|---|---|
| 2nd row | 04 to 06 |
| 3rd row | 10 to 12 |
| 4th row | 04 to 06 |
| 5th row | 04 to 06 |
Common Values
| Value | Count | Frequency (%) |
| 04 to 06 | 107075 | |
| 07 to 09 | 95601 | |
| 01 to 03 | 86135 | |
| 10 to 12 | 81498 | |
| 13 to 15 | 30810 | 7.1% |
| 16 to 18 | 12122 | 2.8% |
| 19 to 21 | 5534 | 1.3% |
| 22 to 24 | 3551 | 0.8% |
| 01 to 05 | 2176 | 0.5% |
| 06 to 10 | 1984 | 0.5% |
| Other values (15) | 4615 | 1.1% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| to | 431101 | |
| 06 | 109059 | 8.4% |
| 04 | 107075 | 8.3% |
| 07 | 95601 | 7.4% |
| 09 | 95601 | 7.4% |
| 01 | 88311 | 6.8% |
| 03 | 86135 | 6.7% |
| 10 | 83482 | 6.5% |
| 12 | 81498 | 6.3% |
| 15 | 31803 | 2.5% |
| Other values (30) | 83637 | 6.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| 862202 | ||
| 0 | 668658 | |
| t | 431101 | |
| o | 431101 | |
| 1 | 353709 | |
| 6 | 121665 | 3.5% |
| 3 | 119393 | 3.5% |
| 4 | 111144 | 3.2% |
| 2 | 102311 | 3.0% |
| 9 | 101356 | 2.9% |
| Other values (3) | 146168 | 4.2% |
Most occurring categories
| Value | Count | Frequency (%) |
| Decimal Number | 1724404 | |
| Space Separator | 862202 | |
| Lowercase Letter | 862202 |
Most frequent character per category
Decimal Number
| Value | Count | Frequency (%) |
| 0 | 668658 | |
| 1 | 353709 | |
| 6 | 121665 | 7.1% |
| 3 | 119393 | 6.9% |
| 4 | 111144 | 6.4% |
| 2 | 102311 | 5.9% |
| 9 | 101356 | 5.9% |
| 7 | 97453 | 5.7% |
| 5 | 35709 | 2.1% |
| 8 | 13006 | 0.8% |
Lowercase Letter
| Value | Count | Frequency (%) |
| t | 431101 | |
| o | 431101 |
Space Separator
| Value | Count | Frequency (%) |
| 862202 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Common | 2586606 | |
| Latin | 862202 | 25.0% |
Most frequent character per script
Common
| Value | Count | Frequency (%) |
| 862202 | ||
| 0 | 668658 | |
| 1 | 353709 | |
| 6 | 121665 | 4.7% |
| 3 | 119393 | 4.6% |
| 4 | 111144 | 4.3% |
| 2 | 102311 | 4.0% |
| 9 | 101356 | 3.9% |
| 7 | 97453 | 3.8% |
| 5 | 35709 | 1.4% |
Latin
| Value | Count | Frequency (%) |
| t | 431101 | |
| o | 431101 |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 3448808 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| 862202 | ||
| 0 | 668658 | |
| t | 431101 | |
| o | 431101 | |
| 1 | 353709 | |
| 6 | 121665 | 3.5% |
| 3 | 119393 | 3.5% |
| 4 | 111144 | 3.2% |
| 2 | 102311 | 3.0% |
| 9 | 101356 | 2.9% |
| Other values (3) | 146168 | 4.2% |
floor_area_sqm
Real number (ℝ)
| Distinct | 187 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 96.983167 |
| Minimum | 31 |
|---|---|
| Maximum | 280 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 MiB |
Quantile statistics
| Minimum | 31 |
|---|---|
| 5-th percentile | 62 |
| Q1 | 74 |
| median | 99 |
| Q3 | 114 |
| 95-th percentile | 144 |
| Maximum | 280 |
| Range | 249 |
| Interquartile range (IQR) | 40 |
Descriptive statistics
| Standard deviation | 25.191689 |
|---|---|
| Coefficient of variation (CV) | 0.25975321 |
| Kurtosis | -0.31839554 |
| Mean | 96.983167 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | 0.29674959 |
| Sum | 41809540 |
| Variance | 634.6212 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 67 | 29002 | 6.7% |
| 104 | 20807 | 4.8% |
| 110 | 16786 | 3.9% |
| 68 | 16639 | 3.9% |
| 84 | 14904 | 3.5% |
| 121 | 13742 | 3.2% |
| 91 | 13148 | 3.0% |
| 92 | 12748 | 3.0% |
| 73 | 12330 | 2.9% |
| 103 | 12286 | 2.8% |
| Other values (177) | 268709 |
| Value | Count | Frequency (%) |
| 31 | 281 | |
| 34 | 52 | < 0.1% |
| 35 | 19 | < 0.1% |
| 37 | 2 | < 0.1% |
| 38 | 16 | < 0.1% |
| 39 | 21 | < 0.1% |
| 40 | 200 | |
| 41 | 55 | < 0.1% |
| 42 | 344 | |
| 43 | 205 |
| Value | Count | Frequency (%) |
| 280 | 3 | |
| 266 | 3 | |
| 261 | 1 | < 0.1% |
| 259 | 2 | < 0.1% |
| 250 | 1 | < 0.1% |
| 249 | 3 | |
| 243 | 5 | |
| 241 | 4 | |
| 239 | 1 | < 0.1% |
| 237 | 2 | < 0.1% |
flat_model
Categorical
| Distinct | 20 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 6.6 MiB |
| model a | |
|---|---|
| improved | |
| new generation | |
| premium apartment | |
| simplified | |
| Other values (15) |
Length
| Max length | 22 |
|---|---|
| Median length | 19 |
| Mean length | 9.6152247 |
| Min length | 4 |
Characters and Unicode
| Total characters | 4145133 |
|---|---|
| Distinct characters | 24 |
| Distinct categories | 3 ? |
| Distinct scripts | 2 ? |
| Distinct blocks | 1 ? |
The Unicode Standard assigns character properties to each code point, which can be used to analyse textual variables.
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | model a |
|---|---|
| 2nd row | model a |
| 3rd row | apartment |
| 4th row | model a |
| 5th row | model a |
Common Values
| Value | Count | Frequency (%) |
| model a | 127361 | |
| improved | 113721 | |
| new generation | 78234 | |
| premium apartment | 28335 | 6.6% |
| simplified | 24717 | 5.7% |
| apartment | 17789 | 4.1% |
| standard | 17761 | 4.1% |
| maisonette | 11905 | 2.8% |
| model a2 | 7366 | 1.7% |
| dbss | 1380 | 0.3% |
| Other values (10) | 2532 | 0.6% |
Length
Histogram of lengths of the category
| Value | Count | Frequency (%) |
| model | 135452 | |
| a | 128086 | |
| improved | 113772 | |
| generation | 78419 | |
| new | 78234 | |
| apartment | 46150 | 6.8% |
| premium | 28428 | 4.2% |
| simplified | 24717 | 3.7% |
| standard | 17761 | 2.6% |
| maisonette | 12748 | 1.9% |
| Other values (12) | 11601 | 1.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| e | 610858 | |
| m | 389899 | |
| a | 356395 | |
| o | 341276 | |
| n | 312552 | |
| d | 312485 | |
| i | 308524 | |
| r | 285173 | 6.9% |
| 244267 | 5.9% | |
| t | 215646 | 5.2% |
| Other values (14) | 768058 |
Most occurring categories
| Value | Count | Frequency (%) |
| Lowercase Letter | 3893155 | |
| Space Separator | 244267 | 5.9% |
| Decimal Number | 7711 | 0.2% |
Most frequent character per category
Lowercase Letter
| Value | Count | Frequency (%) |
| e | 610858 | |
| m | 389899 | |
| a | 356395 | |
| o | 341276 | |
| n | 312552 | |
| d | 312485 | |
| i | 308524 | |
| r | 285173 | |
| t | 215646 | 5.5% |
| p | 213393 | 5.5% |
| Other values (11) | 546954 |
Decimal Number
| Value | Count | Frequency (%) |
| 2 | 7491 | |
| 1 | 220 | 2.9% |
Space Separator
| Value | Count | Frequency (%) |
| 244267 |
Most occurring scripts
| Value | Count | Frequency (%) |
| Latin | 3893155 | |
| Common | 251978 | 6.1% |
Most frequent character per script
Latin
| Value | Count | Frequency (%) |
| e | 610858 | |
| m | 389899 | |
| a | 356395 | |
| o | 341276 | |
| n | 312552 | |
| d | 312485 | |
| i | 308524 | |
| r | 285173 | |
| t | 215646 | 5.5% |
| p | 213393 | 5.5% |
| Other values (11) | 546954 |
Common
| Value | Count | Frequency (%) |
| 244267 | ||
| 2 | 7491 | 3.0% |
| 1 | 220 | 0.1% |
Most occurring blocks
| Value | Count | Frequency (%) |
| ASCII | 4145133 |
Most frequent character per block
ASCII
| Value | Count | Frequency (%) |
| e | 610858 | |
| m | 389899 | |
| a | 356395 | |
| o | 341276 | |
| n | 312552 | |
| d | 312485 | |
| i | 308524 | |
| r | 285173 | 6.9% |
| 244267 | 5.9% | |
| t | 215646 | 5.2% |
| Other values (14) | 768058 |
lease_commence_date
Real number (ℝ)
| Distinct | 54 |
|---|---|
| Distinct (%) | < 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1989.4208 |
| Minimum | 1966 |
|---|---|
| Maximum | 2019 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 6.6 MiB |
Quantile statistics
| Minimum | 1966 |
|---|---|
| 5-th percentile | 1974 |
| Q1 | 1983 |
| median | 1988 |
| Q3 | 1997 |
| 95-th percentile | 2005 |
| Maximum | 2019 |
| Range | 53 |
| Interquartile range (IQR) | 14 |
Descriptive statistics
| Standard deviation | 10.25101 |
|---|---|
| Coefficient of variation (CV) | 0.005152761 |
| Kurtosis | -0.45105595 |
| Mean | 1989.4208 |
| Median Absolute Deviation (MAD) | 8 |
| Skewness | 0.18675609 |
| Sum | 8.5764128 × 108 |
| Variance | 105.0832 |
| Monotonicity | Not monotonic |
Histogram with fixed size bins (bins=50)
| Value | Count | Frequency (%) |
| 1985 | 34660 | 8.0% |
| 1984 | 25031 | 5.8% |
| 1997 | 22678 | 5.3% |
| 1988 | 20915 | 4.9% |
| 1996 | 19061 | 4.4% |
| 1998 | 18662 | 4.3% |
| 1987 | 17401 | 4.0% |
| 1978 | 16090 | 3.7% |
| 1986 | 15369 | 3.6% |
| 1999 | 14692 | 3.4% |
| Other values (44) | 226542 |
| Value | Count | Frequency (%) |
| 1966 | 21 | < 0.1% |
| 1967 | 3018 | |
| 1968 | 828 | 0.2% |
| 1969 | 3128 | |
| 1970 | 5001 | |
| 1971 | 3265 | |
| 1972 | 2464 | 0.6% |
| 1973 | 3551 | |
| 1974 | 5525 | |
| 1975 | 7184 |
| Value | Count | Frequency (%) |
| 2019 | 2 | < 0.1% |
| 2018 | 2 | < 0.1% |
| 2017 | 40 | < 0.1% |
| 2016 | 1359 | 0.3% |
| 2015 | 4142 | |
| 2014 | 1568 | 0.4% |
| 2013 | 2812 | |
| 2012 | 2664 | |
| 2011 | 1434 | 0.3% |
| 2010 | 823 | 0.2% |
| resale_price | distance_to_mrt_km | population_count | adult_count | children_count | senior_citizen_count | teenager_count | young_adult_count | female_count | male_count | male_female_ratio | floor_area_sqm | lease_commence_date | mrt_lrt_links | mrt_interchange_flag | mrt_interchange_count | distance_to_mrt_bins | codes_name | male_female_ratio_bins | population_bins | town | flat_type | storey_range | flat_model | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| resale_price | 1.000 | -0.107 | 0.019 | 0.018 | 0.094 | -0.102 | 0.022 | -0.008 | 0.023 | 0.014 | -0.061 | 0.596 | 0.438 | 0.065 | 0.066 | 0.066 | 0.025 | 0.093 | 0.011 | 0.092 | 0.147 | 0.278 | 0.178 | 0.254 |
| distance_to_mrt_km | -0.107 | 1.000 | 0.055 | 0.044 | -0.029 | 0.134 | 0.057 | 0.070 | 0.054 | 0.052 | 0.050 | 0.003 | -0.176 | 0.088 | 0.096 | 0.096 | 0.931 | 0.423 | 0.031 | 0.154 | 0.366 | 0.064 | 0.038 | 0.105 |
| population_count | 0.019 | 0.055 | 1.000 | 0.998 | 0.944 | 0.722 | 0.967 | 0.970 | 0.999 | 0.999 | 0.255 | 0.216 | 0.241 | 0.111 | 0.236 | 0.236 | 0.102 | 0.306 | 0.042 | 0.886 | 0.601 | 0.101 | 0.066 | 0.171 |
| adult_count | 0.018 | 0.044 | 0.998 | 1.000 | 0.945 | 0.717 | 0.962 | 0.966 | 0.998 | 0.998 | 0.254 | 0.210 | 0.246 | 0.115 | 0.224 | 0.224 | 0.108 | 0.335 | 0.043 | 0.892 | 0.618 | 0.102 | 0.066 | 0.168 |
| children_count | 0.094 | -0.029 | 0.944 | 0.945 | 1.000 | 0.557 | 0.921 | 0.893 | 0.940 | 0.943 | 0.285 | 0.253 | 0.393 | 0.146 | 0.208 | 0.208 | 0.126 | 0.335 | 0.042 | 0.889 | 0.604 | 0.128 | 0.067 | 0.192 |
| senior_citizen_count | -0.102 | 0.134 | 0.722 | 0.717 | 0.557 | 1.000 | 0.608 | 0.666 | 0.737 | 0.713 | -0.181 | -0.093 | -0.261 | 0.109 | 0.200 | 0.200 | 0.106 | 0.289 | 0.062 | 0.585 | 0.513 | 0.087 | 0.050 | 0.143 |
| teenager_count | 0.022 | 0.057 | 0.967 | 0.962 | 0.921 | 0.608 | 1.000 | 0.973 | 0.962 | 0.970 | 0.353 | 0.287 | 0.299 | 0.107 | 0.180 | 0.180 | 0.130 | 0.359 | 0.035 | 0.939 | 0.638 | 0.138 | 0.073 | 0.190 |
| young_adult_count | -0.008 | 0.070 | 0.970 | 0.966 | 0.893 | 0.666 | 0.973 | 1.000 | 0.965 | 0.973 | 0.331 | 0.248 | 0.236 | 0.101 | 0.220 | 0.220 | 0.083 | 0.323 | 0.033 | 1.000 | 0.657 | 0.126 | 0.074 | 0.189 |
| female_count | 0.023 | 0.054 | 0.999 | 0.998 | 0.940 | 0.737 | 0.962 | 0.965 | 1.000 | 0.997 | 0.229 | 0.211 | 0.233 | 0.114 | 0.274 | 0.274 | 0.101 | 0.314 | 0.044 | 0.889 | 0.625 | 0.101 | 0.067 | 0.168 |
| male_count | 0.014 | 0.052 | 0.999 | 0.998 | 0.943 | 0.713 | 0.970 | 0.973 | 0.997 | 1.000 | 0.279 | 0.217 | 0.244 | 0.119 | 0.224 | 0.224 | 0.117 | 0.314 | 0.041 | 0.965 | 0.634 | 0.130 | 0.067 | 0.195 |
| male_female_ratio | -0.061 | 0.050 | 0.255 | 0.254 | 0.285 | -0.181 | 0.353 | 0.331 | 0.229 | 0.279 | 1.000 | 0.220 | 0.354 | 0.052 | 0.039 | 0.039 | 0.045 | 0.197 | 1.000 | 0.066 | 0.431 | 0.075 | 0.040 | 0.109 |
| floor_area_sqm | 0.596 | 0.003 | 0.216 | 0.210 | 0.253 | -0.093 | 0.287 | 0.248 | 0.211 | 0.217 | 0.220 | 1.000 | 0.500 | 0.079 | 0.053 | 0.053 | 0.053 | 0.089 | 0.023 | 0.090 | 0.179 | 0.722 | 0.051 | 0.409 |
| lease_commence_date | 0.438 | -0.176 | 0.241 | 0.246 | 0.393 | -0.261 | 0.299 | 0.236 | 0.233 | 0.244 | 0.354 | 0.500 | 1.000 | 0.149 | 0.135 | 0.135 | 0.121 | 0.245 | 0.044 | 0.234 | 0.453 | 0.289 | 0.135 | 0.408 |
| mrt_lrt_links | 0.065 | 0.088 | 0.111 | 0.115 | 0.146 | 0.109 | 0.107 | 0.101 | 0.114 | 0.119 | 0.052 | 0.079 | 0.149 | 1.000 | 0.039 | 0.039 | 0.036 | 0.433 | 0.001 | 0.035 | 0.298 | 0.076 | 0.035 | 0.090 |
| mrt_interchange_flag | 0.066 | 0.096 | 0.236 | 0.224 | 0.208 | 0.200 | 0.180 | 0.220 | 0.274 | 0.224 | 0.039 | 0.053 | 0.135 | 0.039 | 1.000 | 1.000 | 0.026 | 0.396 | 0.006 | 0.100 | 0.533 | 0.029 | 0.035 | 0.118 |
| mrt_interchange_count | 0.066 | 0.096 | 0.236 | 0.224 | 0.208 | 0.200 | 0.180 | 0.220 | 0.274 | 0.224 | 0.039 | 0.053 | 0.135 | 0.039 | 1.000 | 1.000 | 0.026 | 0.396 | 0.006 | 0.100 | 0.533 | 0.029 | 0.035 | 0.118 |
| distance_to_mrt_bins | 0.025 | 0.931 | 0.102 | 0.108 | 0.126 | 0.106 | 0.130 | 0.083 | 0.101 | 0.117 | 0.045 | 0.053 | 0.121 | 0.036 | 0.026 | 0.026 | 1.000 | 0.722 | 0.004 | 0.068 | 0.336 | 0.080 | 0.024 | 0.090 |
| codes_name | 0.093 | 0.423 | 0.306 | 0.335 | 0.335 | 0.289 | 0.359 | 0.323 | 0.314 | 0.314 | 0.197 | 0.089 | 0.245 | 0.433 | 0.396 | 0.396 | 0.722 | 1.000 | 0.051 | 0.363 | 0.619 | 0.100 | 0.058 | 0.139 |
| male_female_ratio_bins | 0.011 | 0.031 | 0.042 | 0.043 | 0.042 | 0.062 | 0.035 | 0.033 | 0.044 | 0.041 | 1.000 | 0.023 | 0.044 | 0.001 | 0.006 | 0.006 | 0.004 | 0.051 | 1.000 | 0.010 | 0.091 | 0.018 | 0.004 | 0.038 |
| population_bins | 0.092 | 0.154 | 0.886 | 0.892 | 0.889 | 0.585 | 0.939 | 1.000 | 0.889 | 0.965 | 0.066 | 0.090 | 0.234 | 0.035 | 0.100 | 0.100 | 0.068 | 0.363 | 0.010 | 1.000 | 0.674 | 0.086 | 0.090 | 0.172 |
| town | 0.147 | 0.366 | 0.601 | 0.618 | 0.604 | 0.513 | 0.638 | 0.657 | 0.625 | 0.634 | 0.431 | 0.179 | 0.453 | 0.298 | 0.533 | 0.533 | 0.336 | 0.619 | 0.091 | 0.674 | 1.000 | 0.211 | 0.072 | 0.235 |
| flat_type | 0.278 | 0.064 | 0.101 | 0.102 | 0.128 | 0.087 | 0.138 | 0.126 | 0.101 | 0.130 | 0.075 | 0.722 | 0.289 | 0.076 | 0.029 | 0.029 | 0.080 | 0.100 | 0.018 | 0.086 | 0.211 | 1.000 | 0.072 | 0.665 |
| storey_range | 0.178 | 0.038 | 0.066 | 0.066 | 0.067 | 0.050 | 0.073 | 0.074 | 0.067 | 0.067 | 0.040 | 0.051 | 0.135 | 0.035 | 0.035 | 0.035 | 0.024 | 0.058 | 0.004 | 0.090 | 0.072 | 0.072 | 1.000 | 0.112 |
| flat_model | 0.254 | 0.105 | 0.171 | 0.168 | 0.192 | 0.143 | 0.190 | 0.189 | 0.168 | 0.195 | 0.109 | 0.409 | 0.408 | 0.090 | 0.118 | 0.118 | 0.090 | 0.139 | 0.038 | 0.172 | 0.235 | 0.665 | 0.112 | 1.000 |
A simple visualization of nullity by column.
Nullity matrix is a data-dense display which lets you quickly visually pick out patterns in data completion.
| resale_price | distance_to_mrt_km | mrt_lrt_links | mrt_interchange_flag | mrt_interchange_count | distance_to_mrt_bins | codes_name | population_count | adult_count | children_count | senior_citizen_count | teenager_count | young_adult_count | female_count | male_count | male_female_ratio | male_female_ratio_bins | population_bins | month | town | flat_type | block | street_name | storey_range | floor_area_sqm | flat_model | lease_commence_date | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | 209700.0 | 1.137651 | 0 | 0 | 0 | 0 | EW | 59510.0 | 30090.0 | 5050.0 | 2840.0 | 8970.0 | 10450.0 | 29980.0 | 29530.0 | 0.984990 | 2 | 1 | 2001-08 | pasir ris | 4-room | 440 | pasir ris drive 4 | 01 to 03 | 118.0 | model a | 1989 |
| 1 | 204300.0 | 0.916227 | 0 | 0 | 0 | 0 | EW | 59510.0 | 30090.0 | 5050.0 | 2840.0 | 8970.0 | 10450.0 | 29980.0 | 29530.0 | 0.984990 | 2 | 1 | 2002-09 | pasir ris | 4-room | 473 | pasir ris drive 6 | 04 to 06 | 103.0 | model a | 1989 |
| 2 | 553500.0 | 1.344888 | 0 | 0 | 0 | 1 | EW | 59510.0 | 30090.0 | 5050.0 | 2840.0 | 8970.0 | 10450.0 | 29980.0 | 29530.0 | 0.984990 | 2 | 1 | 2020-10 | pasir ris | executive | 220 | pasir ris street 21 | 10 to 12 | 152.0 | apartment | 1993 |
| 3 | 315000.0 | 0.841172 | 0 | 0 | 0 | 0 | EW | 59510.0 | 30090.0 | 5050.0 | 2840.0 | 8970.0 | 10450.0 | 29980.0 | 29530.0 | 0.984990 | 2 | 1 | 2010-10 | pasir ris | 4-room | 474 | pasir ris drive 6 | 04 to 06 | 105.0 | model a | 1989 |
| 4 | 219600.0 | 1.774809 | 0 | 0 | 0 | 1 | EW | 36350.0 | 18880.0 | 3450.0 | 1550.0 | 6190.0 | 5320.0 | 18380.0 | 17970.0 | 0.977693 | 2 | 0 | 2002-08 | pasir ris | 4-room | 751 | pasir ris street 71 | 04 to 06 | 104.0 | model a | 1996 |
| 5 | 310500.0 | 1.150209 | 0 | 0 | 0 | 0 | EW | 59510.0 | 30090.0 | 5050.0 | 2840.0 | 8970.0 | 10450.0 | 29980.0 | 29530.0 | 0.984990 | 2 | 1 | 2009-04 | pasir ris | 5-room | 102 | pasir ris street 12 | 04 to 06 | 122.0 | improved | 1988 |
| 6 | 333000.0 | 0.807883 | 0 | 0 | 0 | 0 | EW | 59510.0 | 30090.0 | 5050.0 | 2840.0 | 8970.0 | 10450.0 | 29980.0 | 29530.0 | 0.984990 | 2 | 1 | 2019-03 | pasir ris | 4-room | 114 | pasir ris street 11 | 01 to 03 | 106.0 | model a | 1989 |
| 7 | 391500.0 | 0.722514 | 0 | 0 | 0 | 0 | EW | 59510.0 | 30090.0 | 5050.0 | 2840.0 | 8970.0 | 10450.0 | 29980.0 | 29530.0 | 0.984990 | 2 | 1 | 2017-02 | pasir ris | 4-room | 416 | pasir ris drive 6 | 07 to 09 | 105.0 | model a | 1989 |
| 8 | 264600.0 | 1.689087 | 0 | 0 | 0 | 1 | EW | 36350.0 | 18880.0 | 3450.0 | 1550.0 | 6190.0 | 5320.0 | 18380.0 | 17970.0 | 0.977693 | 2 | 0 | 2000-05 | pasir ris | 4-room | 746 | pasir ris street 71 | 04 to 06 | 108.0 | model a | 1996 |
| 9 | 346500.0 | 1.150209 | 0 | 0 | 0 | 0 | EW | 59510.0 | 30090.0 | 5050.0 | 2840.0 | 8970.0 | 10450.0 | 29980.0 | 29530.0 | 0.984990 | 2 | 1 | 2015-05 | pasir ris | 4-room | 102 | pasir ris street 12 | 01 to 03 | 104.0 | model a | 1988 |
| resale_price | distance_to_mrt_km | mrt_lrt_links | mrt_interchange_flag | mrt_interchange_count | distance_to_mrt_bins | codes_name | population_count | adult_count | children_count | senior_citizen_count | teenager_count | young_adult_count | female_count | male_count | male_female_ratio | male_female_ratio_bins | population_bins | month | town | flat_type | block | street_name | storey_range | floor_area_sqm | flat_model | lease_commence_date | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 431091 | 208800.0 | 0.198486 | 0 | 0 | 0 | 0 | BP | 20240.0 | 10620.0 | 2980.0 | 860.0 | 2580.0 | 2530.0 | 10150.0 | 10090.0 | 0.994089 | 2 | 0 | 2004-06 | bukit panjang | 4-room | 605 | senja road | 01 to 03 | 99.0 | model a | 1999 |
| 431092 | 562500.0 | 0.198486 | 0 | 0 | 0 | 0 | BP | 20240.0 | 10620.0 | 2980.0 | 860.0 | 2580.0 | 2530.0 | 10150.0 | 10090.0 | 0.994089 | 2 | 0 | 2017-02 | bukit panjang | 5-room | 605 | senja road | 28 to 30 | 121.0 | improved | 1999 |
| 431093 | 514800.0 | 0.198486 | 0 | 0 | 0 | 0 | BP | 20240.0 | 10620.0 | 2980.0 | 860.0 | 2580.0 | 2530.0 | 10150.0 | 10090.0 | 0.994089 | 2 | 0 | 2012-09 | bukit panjang | 5-room | 605 | senja road | 10 to 12 | 120.0 | improved | 1999 |
| 431094 | 243900.0 | 0.198486 | 0 | 0 | 0 | 0 | BP | 20240.0 | 10620.0 | 2980.0 | 860.0 | 2580.0 | 2530.0 | 10150.0 | 10090.0 | 0.994089 | 2 | 0 | 2006-06 | bukit panjang | 4-room | 605 | senja road | 25 to 27 | 99.0 | model a | 1999 |
| 431095 | 208800.0 | 0.198486 | 0 | 0 | 0 | 0 | BP | 20240.0 | 10620.0 | 2980.0 | 860.0 | 2580.0 | 2530.0 | 10150.0 | 10090.0 | 0.994089 | 2 | 0 | 2003-10 | bukit panjang | 4-room | 605 | senja road | 07 to 09 | 99.0 | model a | 1999 |
| 431096 | 477000.0 | 0.198486 | 0 | 0 | 0 | 0 | BP | 20240.0 | 10620.0 | 2980.0 | 860.0 | 2580.0 | 2530.0 | 10150.0 | 10090.0 | 0.994089 | 2 | 0 | 2017-03 | bukit panjang | 4-room | 605 | senja road | 13 to 15 | 99.0 | model a | 1999 |
| 431097 | 546030.0 | 0.198486 | 0 | 0 | 0 | 0 | BP | 20240.0 | 10620.0 | 2980.0 | 860.0 | 2580.0 | 2530.0 | 10150.0 | 10090.0 | 0.994089 | 2 | 0 | 2013-01 | bukit panjang | 5-room | 605 | senja road | 07 to 09 | 121.0 | improved | 1999 |
| 431098 | 218700.0 | 0.198486 | 0 | 0 | 0 | 0 | BP | 20240.0 | 10620.0 | 2980.0 | 860.0 | 2580.0 | 2530.0 | 10150.0 | 10090.0 | 0.994089 | 2 | 0 | 2003-11 | bukit panjang | 4-room | 605 | senja road | 07 to 09 | 99.0 | model a | 1999 |
| 431099 | 567000.0 | 0.198486 | 0 | 0 | 0 | 0 | BP | 20240.0 | 10620.0 | 2980.0 | 860.0 | 2580.0 | 2530.0 | 10150.0 | 10090.0 | 0.994089 | 2 | 0 | 2014-07 | bukit panjang | 5-room | 605 | senja road | 28 to 30 | 121.0 | improved | 1999 |
| 431100 | 257400.0 | 0.198486 | 0 | 0 | 0 | 0 | BP | 20240.0 | 10620.0 | 2980.0 | 860.0 | 2580.0 | 2530.0 | 10150.0 | 10090.0 | 0.994089 | 2 | 0 | 2006-02 | bukit panjang | 5-room | 605 | senja road | 07 to 09 | 120.0 | improved | 1999 |